GitLab

* first draft

* remove non-existent paths

* edits

* feedback

* feedback and optimum

* Apply suggestions from code review
Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>
Co-authored-by: Ella Charlaix <80481427+echarlaix@users.noreply.github.com>

* redirect to correct doc

* _redirects.yml

---------
Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>
Co-authored-by: Ella Charlaix <80481427+echarlaix@users.noreply.github.com>

* Add KOSMOS-2 model

* update

* update

* update

* address review comment - 001

* address review comment - 002

* address review comment - 003

* style

* Apply suggestions from code review
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* fix

* address review comment - 004

* address review comment - 005

* address review comment - 006

* address review comment - 007

* address review comment - 008

* address review comment - 009

* address review comment - 010

* address review comment - 011

* update readme

* fix

* fix

* fix

* [skip ci] fix

* revert the change in _decode

* fix docstring

* fix docstring

* Update docs/source/en/model_doc/kosmos-2.md
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* no more Kosmos2Tokenizer

* style

* remove "returned when being computed by the model"

* Apply suggestions from code review
Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* UTM5 Atten

* fix attn mask

* use present_key_value_states instead of next_decoder_cache

* style

* conversion scripts

* conversion scripts

* conversion scripts

* Add _reorder_cache

* fix doctest and copies

* rename 1

* rename 2

* rename 3

* make fixup

* fix table

* fix docstring

* rename 4

* change repo_id

* remove tip

* update md file

* make style

* update md file

* put docs/source/en/model_doc/kosmos-2.md to slow

* update conversion script

* Use CLIPImageProcessor in Kosmos2Processor

* Remove Kosmos2ImageProcessor

* Remove to_dict in Kosmos2Config

* Remove files

* fix import

* Update conversion

* normalized=False

* Not using hardcoded values like <image>

* elt --> element

* Apply suggestion

* Not using hardcoded values like </image>

* No assert

* No nested functions

* Fix md file

* copy

* update doc

* fix docstring

* fix name

* Remove _add_remove_spaces_around_tag_tokens

* Remove dummy docstring of _preprocess_single_example

* Use `BatchEncoding`

* temp

* temp

* temp

* Update

* Update

* Make Kosmos2ProcessorTest a bit pretty

* Update gradient checkpointing

* Fix gradient checkpointing test

* Remove one liner remove_special_fields

* Simplify conversion script

* fix add_eos_token

* update readme

* update tests

* Change to microsoft/kosmos-2-patch14-224

* style

* Fix doc

---------
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* first raw commit

* still POC

* tentative convert script

* almost working speech encoder conversion scripts

* intermediate code for encoder/decoders

* add modeling code

* first version of speech encoder

* make style

* add new adapter layer architecture

* add adapter block

* add first tentative config

* add working speech encoder conversion

* base model convert works now

* make style

* remove unnecessary classes

* remove unecessary functions

* add modeling code speech encoder

* rework logics

* forward pass of sub components work

* add modeling codes

* some config modifs and modeling code modifs

* save WIP

* new edits

* same output speech encoder

* correct attention mask

* correct attention mask

* fix generation

* new generation logics

* erase comments

* make style

* fix typo

* add some descriptions

* new state

* clean imports

* add tests

* make style

* make beam search and num_return_sequences>1 works

* correct edge case issue

* correct SeamlessM4TConformerSamePadLayer copied from

* replace ACT2FN relu by nn.relu

* remove unecessary return variable

* move back a class

* change name conformer_attention_mask ->conv_attention_mask

* better nit code

* add some Copied from statements

* small nits

* small nit in dict.get

* rename t2u model -> conditionalgeneration

* ongoing refactoring of structure

* update models architecture

* remove SeamlessM4TMultiModal classes

* add tests

* adapt tests

* some non-working code for vocoder

* add seamlessM4T vocoder

* remove buggy line

* fix some hifigan related bugs

* remove hifigan specifc config

* change

* add WIP tokenization

* add seamlessM4T working tokenzier

* update tokenization

* add tentative feature extractor

* Update converting script

* update working FE

* refactor input_values -> input_features

* update FE

* changes in generation, tokenizer and modeling

* make style and add t2u_decoder_input_ids

* add intermediate outputs for ToSpeech models

* add vocoder to speech models

* update valueerror

* update FE with languages

* add vocoder convert

* update config docstrings and names

* update generation code and configuration

* remove todos and update config.pad_token_id to generation_config.pad_token_id

* move block vocoder

* remove unecessary code and uniformize tospeech code

* add feature extractor import

* make style and fix some copies from

* correct consistency + make fix-copies

* add processor code

* remove comments

* add fast tokenizer support

* correct pad_token_id in M4TModel

* correct config

* update tests and codes  + make style

* make some suggested correstion - correct comments and change naming

* rename some attributes

* rename some attributes

* remove unecessary sequential

* remove option to use dur predictor

* nit

* refactor hifigan

* replace normalize_mean and normalize_var with do_normalize + save lang ids to generation config

* add tests

* change tgt_lang logic

* update generation ToSpeech

* add support import SeamlessM4TProcessor

* fix generate

* make tests

* update integration tests, add option to only return text and update tokenizer fast

* fix wrong function call

* update import and convert script

* update integration tests + update repo id

* correct paths and add first test

* update how new attention masks are computed

* update tests

* take first care of batching in vocoder code

* add batching with the vocoder

* add waveform lengths to model outputs

* make style

* add generate kwargs + forward kwargs of M4TModel

* add docstrings forward methods

* reformate docstrings

* add docstrings t2u model

* add another round of modeling docstrings + reformate speaker_id -> spkr_id

* make style

* fix check_repo

* make style

* add seamlessm4t to toctree

* correct check_config_attributes

* write config docstrings + some modifs

* make style

* add docstrings tokenizer

* add docstrings to processor, fe and tokenizers

* make style

* write first version of model docs

* fix FE + correct FE test

* fix tokenizer + add correct integration tests

* fix most tokenization tests

* make style

* correct most processor test

* add generation tests and fix num_return_sequences > 1

* correct integration tests -still one left

* make style

* correct position embedding

* change numbeams to 1

* refactor some modeling code and correct one test

* make style

* correct typo

* refactor intermediate fnn

* refactor feedforward conformer

* make style

* remove comments

* make style

* fix tokenizer tests

* make style

* correct processor tests

* make style

* correct S2TT integration

* Apply suggestions from Sanchit code review
Co-authored-by: Sanchit Gandhi <93869735+sanchit-gandhi@users.noreply.github.com>

* correct typo

* replace torch.nn->nn + make style

* change Output naming (waveforms -> waveform) and ordering

* nit renaming and formating

* remove return None when not necessary

* refactor SeamlessM4TConformerFeedForward

* nit typo

* remove almost copied from comments

* add a copied from comment and remove an unecessary dropout

* remove inputs_embeds from speechencoder

* remove backward compatibiliy function

* reformate class docstrings for a few components

* remove unecessary methods

* split over 2 lines smthg hard to read

* make style

* replace two steps offset by one step as suggested

* nice typo

* move warnings

* remove useless lines from processor

* make generation non-standard test more robusts

* remove torch.inference_mode from tests

* split integration tests

* enrich md

* rename control_symbol_vocoder_offset->vocoder_offset

* clean convert file

* remove tgt_lang and src_lang from FE

* change generate docstring of ToText models

* update generate docstring of tospeech models

* unify how to deal withtext_decoder_input_ids

* add default spkr_id

* unify tgt_lang for t2u_model

* simplify tgt_lang verification

* remove a todo

* change config docstring

* make style

* simplify t2u_tgt_lang_id

* make style

* enrich/correct comments

* enrich .md

* correct typo in docstrings

* add torchaudio dependency

* update tokenizer

* make style and fix copies

* modify SeamlessM4TConverter with new tokenizer behaviour

* make style

* correct small typo docs

* fix import

* update docs and add requirement to tests

* add convert_fairseq2_to_hf in utils/not_doctested.txt

* update FE

* fix imports and make style

* remove torchaudio in FE test

* add seamless_m4t.md to utils/not_doctested.txt

* nits and change the way docstring dataset is loaded

* move checkpoints from ylacombe/ to facebook/ orga

* refactor warning/error to be in the 119 line width limit

* round overly precised floats

* add stereo audio behaviour

* refactor .md and make style

* enrich docs with more precised architecture description

* readd undocumented models

* make fix-copies

* apply some suggestions

* Apply suggestions from code review
Co-authored-by: Sanchit Gandhi <93869735+sanchit-gandhi@users.noreply.github.com>
Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* correct bug from previous commit

* refactor a parameter allowing to clean the code + some small nits

* clean tokenizer

* make style and fix

* make style

* clean tokenizers arguments

* add precisions for some tests

* move docs from not_tested to slow

* modify tokenizer according to last comments

* add copied from statements in tests

* correct convert script

* correct parameter docstring style

* correct tokenization

* correct multi gpus

* make style

* clean modeling code

* make style

* add copied from statements

* add copied statements

* add support with ASR pipeline

* remove file added inadvertently

* fix docstrings seamlessM4TModel

* add seamlessM4TConfig to OBJECTS_TO_IGNORE due of unconventional markdown

* add seamlessm4t to assisted generation ignored models

---------
Co-authored-by: Sanchit Gandhi <93869735+sanchit-gandhi@users.noreply.github.com>
Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* initial commit

* add processor, add fuyu naming

* add draft processor

* fix processor

* remove dropout to fix loading of weights

* add image processing fixes from Pedro

* fix

* fix processor

* add basic processing fuyu test

* add documentation and TODO

* address comments, add tests, add doc

* replace assert with torch asserts

* add Mixins and fix tests

* clean imports

* add model tester, clean imports

* fix embedding test

* add updated tests from pre-release model

* Processor: return input_ids used for inference

* separate processing and model tests

* relax test tolerance for embeddings

* add test for logit comparison

* make sure fuyu image processor is imported in the init

* fix formattingh

* more formatting issues

* and more

* fixups

* remove some stuff

* nits

* update init

* remove the fuyu file

* Update integration test with release model

* Update conversion script.

The projection is not used, as confirmed by the authors.

* improve geenration

* Remove duplicate function

* Trickle down patches to model call

* processing fuyu updates

* remove things

* fix prepare_inputs_for_generation to fix generate()

* remove model_input

* update

* add generation tests

* nits

* draft leverage automodel and autoconfig

* nits

* fix dtype patch

* address comments, update READMEs and doc, include tests

* add working processing test, remove refs to subsequences

* add tests, remove Sequence classification

* processing

* update

* update the conversion script

* more processing cleanup

* safe import

* take out ModelTesterMixin for early release

* more cl;eanup

* more cleanup

* more cleanup

* and more

* register a buffer

* nits

* add postprocessing of generate output

* nits

* updates

* add one working test

* fix test

* make fixup works

* fixup

* Arthur's updates

* nits

* update

* update

* fix processor

* update tests

* passe more fixups

* fix

* nits

* don't import torch

* skip fuyu config for now

* fixup done

* fixup

* update

* oups

* nits

* Use input embeddings

* no buffer

* update

* styling processing fuyu

* fix test

* update licence

* protect torch import

* fixup and update not doctested

* kwargs should be passed

* udpates

* update the impofixuprts in the test

* protect import

* protecting imports

* protect imports in type checking

* add testing decorators

* protect top level import structure

* fix typo

* fix check init

* move requires_backend to functions

* Imports

* Protect types

---------
Co-authored-by: Pedro Cuenca <pedro@huggingface.co>
Co-authored-by: ArthurZucker <arthur.zucker@gmail.com>
Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>
Co-authored-by: Lysandre <lysandre@huggingface.co>

* [docstring] Fix docstring for `LlamaTokenizer` and `LlamaTokenizerFast`

* [docstring] Fix docstring typo at `LlamaTokenizer` and `LlamaTokenizerFast`

* [Doctest] Add configuration_encoder_decoder.py

Added configuration_encoder_decoder.py to utils/documentation_tests.txt for doctest

* Revert "[Doctest] Add configuration_encoder_decoder.py"

This reverts commit bd653535a4356dc3c9f43e65883819079a2053b0.

* [Doctest] Add configuration_encoder_decoder.py

add configuration_encoder_decoder.py to utils/documentation_tests.txt

* [Doctest] Add configuration_encoder_decoder.py

add configuration_encoder_decoder.py to utils/documentation_tests.txt

* [Doctest] Add configuration_encoder_decoder.py

add configuration_encoder_decoder.py to utils/documentation_tests.txt

* changed as per request

* fixed line 46

* [Doctest] Add configuration_roformer.py

* [Doctest] Add configuration_roformer.py

* [Doctest] Add configuration_roformer.py

* [Doctest] Add configuration_roformer.py

* Removed documentation_test.txt

* Removed configuration_roformer.py

* Update not_doctested.txt

* Fix doctest

* Adding modeling also for now

* [Mistral] Mistral-7B-v0.1 support

* fixing names

* slightly longer test

* fixups

* not_doctested

* wrongly formatted references

* make fixuped

---------
Co-authored-by: Timothee Lacroix <t@eugen.ai>
Co-authored-by: timlacroix <t@mistral.ai>

* Add conversion script

* Add NougatImageProcessor

* Add crop margin

* More improvements

* Add docs, READMEs

* Remove print statements

* Include model_max_length

* Add NougatTokenizerFast

* Fix imports

* Improve postprocessing

* Improve image processor

* Fix image processor

* Improve normalize method

* More improvements

* More improvements

* Add processor, improve docs

* Simplify fast tokenizer

* Remove test file

* Fix docstrings

* Use NougatProcessor in conversion script

* Add is_levensthein_available

* Add tokenizer tests

* More improvements

* Use numpy instead of opencv

* Add is_cv2_available

* Fix cv2_available

* Add is_nltk_available

* Add image processor tests, improve crop_margin

* Add integration tests

* Improve integration test

* Use do_rescale instead of hacks, thanks Amy

* Remove random_padding

* Address comments

* Address more comments

* Add import

* Address more comments

* Address more comments

* Address comment

* Address comment

* Set max_model_input_sizes

* Add tests

* Add requires_backends

* Add Nougat to exotic tests

* Use to_pil_image

* Address comment regarding nltk

* Add NLTK

* Improve variable names, integration test

* Add test

* refactor, document, and test regexes

* remove named capture groups, add comments

* format

* add non-markdown fixed tokenization

* format

* correct flakyness of args parse

* add regex comments

* test functionalities for crop_image, align long axis and expected output

* add regex tests

* remove cv2 dependency

* test crop_margin equality between cv2 and python

* refactor table regexes to markdown

add newline

* change print to log, improve doc

* fix high count tables correction

* address PR comments: naming, linting, asserts

* Address comments

* Add copied from

* Update conversion script

* Update conversion script to convert both small and base versions

* Add inference example

* Add more info

* Fix style

* Add require annotators to test

* Define all keyword arguments explicitly

* Move cv2 annotator

* Add tokenizer init method

* Transfer checkpoints

* Add reference to Donut

* Address comments

* Skip test

* Remove cv2 method

* Add copied from statements

* Use cached_property

* Fix docstring

* Add file to not doctested

---------
Co-authored-by: Pablo Montalvo <pablo.montalvo.leroux@gmail.com>

fix doc CI
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>

* update

* update

---------
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>

fix
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>

* intiial commit

* updates

* nits

* update conversion script

* update conversion script

* use path to load

* add tips etc

* some modeling logic

* modeling update

* more nits

* nits

* normal layer norm

* update config and doc

* nits

* update doc remove unused

* update

* fix inits and stuff

* fixup

* revert wrong changes

* updates

* more nits

* add default config values to the configuration file

* fixup happy

* update

* 2 tests left

* update readmes

* more nits

* slow test and more documentation

* update readme

* fix licences

* styling

* use fast if possible when saving tokenizer

* remove todo

* remove tokenization tests

* small last nits

* Apply suggestions from code review
Co-authored-by: Matt <Rocketknight1@users.noreply.github.com>

* nits to skip the timout doctest

* fix integration test

* fix test

* update eos token

* update to allow fast tokenization

* styling

* fix codeLlama as well for the update post processor

* Apply suggestions from code review
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* add more copied from statements

* update

* doc passes doctest

* remove `# final layer norm?`

* change docstring prompot

* update

* Update README.md
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* don't doctest the conversion script as it requires more packages

* don't init a model in the config

* oups

* fix doctest

---------
Co-authored-by: Matt <Rocketknight1@users.noreply.github.com>
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

Tests: detect lines removed from "utils/not_doctested.txt" and doctest ALL generation files (#25763)

* move deepspeed to `lib_integrations.deepspeed`

* more refactor

* oops

* fix slow tests

* Fix docs

* fix docs

* addess feedback

* address feedback

* final modifs for PEFT

* fixup

* ok now

* trigger CI

* trigger CI again

* Update docs/source/en/main_classes/deepspeed.md
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* import from `integrations`

* address feedback

* revert removal of `deepspeed` module

* revert removal of `deepspeed` module

* fix conflicts

* ooops

* oops

* add deprecation warning

* place it on the top

* put `FutureWarning`

* fix conflicts with not_doctested.txt

* add back `bitsandbytes` module with a depr warning

* fix

* fix

* fixup

* oops

* fix doctests

---------
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* shorter example

* add logits processors to doctests

* remove file from conflict?

* tmp commit

* Fix broken tests; Shorter sampling tests

* Apply suggestions from code review
Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

---------
Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* fix

* fix

* fix

* fix

* fix

* fix

* Apply suggestions from code review
Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

---------
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>
Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* update

* check

---------
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>

update
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>

fix
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>